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  1. 80,000 Hours53 min

    #13 - Claire Walsh on testing which policies work & how to get governments to listen to the results

    Claire Walsh, Keiran Harris, Rob Wiblin

    The J-PAL Government Partnership Initiative deploys a multi-million dollar fund to sponsor randomized control trials and institutional reforms across twelve countries, directly engaging governments to scale evidence-based interventions like deworming and educational strategies. This approach has influenced policies affecting over 300 million people by translating complex econometric data into actionable one-page summaries and fostering local leadership within regional offices. Furthermore, the initiative facilitates career development for public policy professionals through flexible education programs, emphasizing that institutional strengthening and rigorous empirical analysis are essential for sustainable global equity.

  2. Y Combinator49 min

    Peter Reinhardt on Finding Product Market Fit at Segment

    Peter Reinhardt, Craig Cannon, Evan Farrell, Benjamin Liam, Danny Prol, Ashwin Doke, Andrew Pikul, Juan Carlos Garza

    Segment revolutionized data infrastructure by pivoting from failed consumer products to a unified customer data platform that eliminates internal engineering silos for companies managing diverse interaction points. The company achieved product-market fit by open-sourcing its core routing library, which attracted engineers organically before scaling through direct data warehousing connectors and a shift to high-value enterprise contracts. Underpinned by a strict focus on first-party data privacy and the MEDDIC sales framework, Segment successfully navigated regulatory challenges like GDPR to become an essential intermediary between enterprise applications and storage systems.

  3. 80,000 Hours1h 30m

    #11 - Dr Spencer Greenberg on speeding up social science 10-fold & why plenty of startups cause harm

    Dr Spencer Greenberg, Keiran Harris, Rob Wiblin

    Spencer Greenberg, a mathematician and founder of initiatives including SparkWave and ClearerThinking.org, advocates for reforming social science research through rigorous methods like data vaulting and leveraging digital tools for large-scale studies. He applies these empirical approaches to developing mental health applications with proven efficacy in reducing depression symptoms while highlighting systemic risks in startups, such as the exploitation of cognitive biases and negative externalities. Greenberg further critiques the effective altruism community for its narrow focus on existential risks and argues that mental health and direct scientific research require significantly more attention alongside urgent work on artificial intelligence safety.

  4. Y Combinator59 min

    David Rusenko - How To Find Product Market Fit

    David Rusenko

    David Pisenko founded Weebly in 2006, guiding the platform from an 11-month development phase through 27 distinct iterations to achieve product-market fit and eventually sell to Square in 2022 for $365 million. The company’s success hinged on prioritizing user return frequency and maintaining a flat organizational structure under 25 employees until traction shifted in late 2007, creating a new market rather than competing with existing solutions. This journey underscores Pisenko's framework for startups to define product-market fit through hidden customer needs and rigorous, low-burn-rate prototyping cycles.

  5. Y Combinator59 min

    Michael Seibel - Building Product

    Michael Seibel

    Michael Seibel analyzes the survival of Justin.TV and Twitch while outlining a rigorous framework for startup success centered on narrow problem definition and extreme cost control. He advocates for a disciplined two-week development cycle where founders prioritize "desperate" users, reject friend-based feedback, and enforce event-based analytics to measure a single primary metric. The approach emphasizes iterating rapidly on a specific solution for a well-defined customer base rather than attempting to solve mega-problems or pivoting prematurely.

  6. Y Combinator1h 3m

    A Conversation with Paul Graham - Moderated by Geoff Ralston

    Paul Graham, Geoff Ralston

    Paul Graham recounts the origins of Y Combinator and his previous venture, ViaWeb, while detailing his core philosophy that productive laziness and manual execution are essential for early-stage startup growth. He emphasizes that founder selection relies on trust networks and determination rather than raw intelligence, noting that most failures stem from poor execution rather than competition. Graham concludes by advising founders to launch immediately despite the discomfort of imperfection and to avoid the gravitational trap of raising excessive capital too early.

  7. Y Combinator59 min

    Ryan Petersen on Building Flexport, a Modern Freight Forwarder

    Ryan Petersen, Craig Cannon

    Founded by Columbia Business School alumnus Ryan Peterson, Flexport operates as a technology-driven freight forwarder that digitizes global supply chains for clients ranging from major enterprises to Amazon merchants. The company recently ascended to become the 17th largest freight forwarder globally by leveraging a decentralized culture and a self-funding strategy that prioritized early revenue over venture capital. Facing challenges in automation and trade volatility, Flexport continues to expand its footprint by integrating financial services and aiming to capture a significant portion of the logistics market through software scalability rather than traditional infrastructure ownership.

  8. Y Combinator58 min

    Carolynn Levy And Panel (Jon Levy, Jason Kwon) - Startup Legal Mechanics

    Carolynn Levy, Jon Levy, Jason Kwon, Jeff

    Delaware-based incorporation strategies and rigorous compliance protocols, including 83(b) elections and IP assignment agreements, form the legal backbone for early-stage startups seeking venture capital. Founders implement four-year vesting schedules with cliffs and establish separate corporate accounts to protect equity and ensure tax adherence before scaling operations. By prioritizing C-Corp structures over LLCs and delaying non-essential expenditures like trademark registrations, these entities optimize their financial position for future fundraising rounds.

  9. 80,000 Hours1h 14m

    #7 - Julia Galef on making humanity more rational, and why Twitter isn’t all bad

    Julia Galef, Rob Wiblin

    Julia Galef is leading an independent research initiative funded by the Open Philanthropy Project to facilitate dialogues between experts and influential non-experts, aiming to identify specific "cruxes" that drive disagreements on high-impact global issues. Drawing on her background as the host of the *Rationally Speaking* podcast and author of a forthcoming book on judgment, she employs a less rigid "undebate" methodology designed to build epistemic norms rather than force mind changes. The project envisions a future network of approximately 100 key figures who, through structured inquiry, have revised their views on critical long-term risks and policy questions.

  10. Jane Street1h 14m

    Introduction to Incr_dom: Writing Dynamic Web Apps in OCaml

    Cristina Rosu

    Jane Street engineers presented IncurDOM, an internal OCaml web UI framework designed to handle high-frequency updates and datasets exceeding 10,000 rows while avoiding browser lag. The demonstration highlighted how incremental computations, partial rendering, and strict adherence to the Elm architecture enable efficient state management and automatic code sharing between server and client logic. Attendees examined practical trade-offs against React and BuckleScript, noting specific optimizations like `IncrMap` that reduce reconstruction costs while identifying future needs for explicit component abstractions and dedicated testing tools.

  11. 80,000 Hours55 min

    #1 - Miles Brundage on the world's desperate need for AI strategists and policy experts

    Miles Brundage, Robert Wiblin, Rob

    Myles Brundage, a research fellow at the Future of Humanity Institute, analyzes the escalating security risks posed by bad actors and the structural incentives driving dangerous AI arms races. He advocates for incentive-compatible international coordination and in-house government expertise to prevent states and corporations from skimping on safety for competitive advantage. By shifting the field from abstract principles to concrete policy frameworks, Brundage emphasizes the urgent need for interdisciplinary collaboration to manage the diffusion of powerful AI capabilities.

  12. Y Combinator57 min

    David Zeevi on Personalized Nutrition Based on Your Gut Microbiome

    David Zeevi, Craig Cannon, Elizabeth Iorns

    Addressing the global epidemic of metabolic disease by challenging the limitations of universal dietary guidelines, this study utilized continuous glucose monitoring and microbiome analysis to demonstrate that individuals exhibit highly variable post-meal glycemic responses to identical foods. Researchers developed a predictive algorithm incorporating 137 features, including bacterial composition and blood parameters, to accurately forecast personalized glucose spikes with a correlation of r=0.70, significantly outperforming traditional carbohydrate counting. In a double-blinded intervention, these personalized dietary strategies successfully normalized blood glucose peaks for pre-diabetic participants without requiring caloric restriction, validating the concept that nutrition must be tailored to individual metabolic and microbial profiles to effectively prevent obesity and Type 2 diabetes.

  13. Milken Institute1h 6m

    Gender Equity Leadership in a Time of Transition

    Lauren Gustus, Autumn Burke, Laura Friedman, Cassandra Pye, Jennifer Siebel Newsom, Chris Silbermann, Kevin Clowden

    The Milken Institute California Center convened a summit in Sacramento to replace previous state conferences with a strategy focused on data-driven policy recommendations and actionable solutions for workforce and gender equity challenges. A new study by Jessica Jackson highlighted critical disparities, including California's lower female labor participation and legislative representation compared to national averages, while panelists detailed how structural barriers like residency laws and unconscious bias perpetuate these gaps. In response to these findings, corporate leaders and state legislators outlined initiatives such as the "50-50 by 2020" target, expanded harassment definitions, and mandatory bystander training, with the collective prediction that a female governor will be elected in California within the next eight years.

  14. Milken Institute1h 6m

    Insights from the C-Suite: California's Business Climate

    Kevin Klowden, Anne Hoskins, Jeff Maggioncalda, Mary O'Hara, Sandra Stern, Pete Vlastelica

    A panel of senior executives from Sunrun, Coursera, Blue Shield of California, Lions Gate, and Activision Blizzard convened to analyze how California's high cost of living, housing scarcity, and infrastructure inefficiencies are eroding its competitive business climate despite strong regulatory support for emerging industries. Speakers highlighted specific operational challenges, including the exodus of entertainment production due to tax policy gaps and the difficulty of retaining talent in healthcare and tech sectors where local compensation cannot match Silicon Valley giants or out-of-state alternatives. The group concluded that increasing housing density, reforming tax structures, and expanding accessible online education are the critical, bipartisan priorities required to retain the state's middle-class workforce and sustain global innovation leadership.

  15. Milken Institute55 min

    Opening Remarks and Keynote

    Diane Helfrey, Michael Klowden, Dan Schnur, Toni Atkins, John Chiang

    Hosted by the Milken Institute and Sacramento Bee director Dan Schnur, this conference convened key figures such as State Treasurer John Chung and Senate President Pro Tem Toni Atkins to launch a sustained dialogue on California's critical challenges in housing, workforce development, and climate finance. The event highlighted the urgent need for cross-sector collaboration to bridge the "missing middle" housing gap, address a projected 2030 labor shortage, and mobilize a record $1.75 billion JPMorgan Chase investment alongside a new state Green Bond Pledge. Attendees acknowledged a deep public trust deficit that can only be resolved by uniting public, private, and nonprofit leaders to implement innovative financing mechanisms and streamline legislative priorities for the state's future.